Anomaly Detection Books (Jul 2020)

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1. Anomaly Detection Principles and Algorithms
Book by Chilukuri Krishna Mohan, HuaMing Huang, and Kishan G. Mehrotra

2. Practical Machine Learning: A New Look at Anomaly Detection
Book by Ellen Friedman and Ted Dunning

3. Beginning Anomaly Detection Using Python-Based Deep Learning: With Keras and PyTorch
Book by Sridhar Alla and Suman Kalyan Adari

4. Network Anomaly Detection: A Machine Learning Perspective
Book by Dhruba Kumar Bhattacharyya and Jugal Kalita

5. Anomaly Detection as a Service: Challenges, Advances, and Opportunities
Book
Originally published: 24 October 2017
Authors: Long Cheng, Xiaokui Shu, Salvatore J. Stolfo, Danfeng (Daphne) Yao

6. Applied Cloud Deep Semantic Recognition: Advanced Anomaly Detection
Book
Originally published: 2018

7. Outlier Analysis
Book by Charu C. Aggarwal
Originally published: 11 January 2013

8. Traffic Anomaly Detection
Book by Antonio Cua-Sánchez and J. Aracil

9. Outlier Ensembles: An Introduction
Book by Charu C. Aggarwal and Saket Sathe

10. Network Traffic Anomaly Detection and Prevention: Concepts, Techniques, and Tools
Book by Dhruba Kumar Bhattacharyya, Jugal Kalita, and Monowar H. Bhuyan

11. Machine Learning Methods for Behaviour Analysis and Anomaly Detection in Video
Book by Olga Isupova

12. Outlier Detection: Techniques and Applications: A Data Mining Perspective
Book by G. Athithan, M. Narasimha Murty, and N. N. R. Ranga Suri

13. Outlier Detection for Temporal Data
Book
Originally published: March 2014
Authors: Jing Gao, Manish Gupta, Charu C. Aggarwal, Jiawei Han

14. Machine Learning and Security: Protecting Systems with Data and Algorithms
Book by Clarence Chio and David Freeman

15. Data Mining: Concepts and Techniques
Book by Jiawei Han

16. Anomaly Detection Approach for Detecting Anomalies Using Netflow Records and ...
Book by Rajkumar Khatri

17. Smart Anomaly Detection for Sensor Systems: Computational Intelligence ...
Book by Antonio Liotta, Giovanni Iacca, and Hedde Bosman

18. Mobile Agent-Based Anomaly Detection and Verification System for Smart Home Sensor Networks
Book by Muhammad Usman, Surraya Khanum, and Xin-Wen Wu

19. Anomaly-Detection and Health-Analysis Techniques for Core Router Systems
Book
Originally published: 19 December 2019
Authors: Krishnendu Chakrabarty, Xinli Gu, Shi Jin, Zhaobo Zhang

20. Real-Time Progressive Hyperspectral Image Processing: Endmember Finding and Anomaly Detection
Book by Chein-I Chang

21. An Empirical Comparison of Monitoring Algorithms for Access Anomaly Detection
Book by Anne Dinning and Edith Schonberg

22. Anomaly Detection with an Application to Financial Data
Book by Fadi Barbara

23. Trace and Log Analysis: A Pattern Reference for Diagnostics and Anomaly ...
Book by Dmitry Vostokov

24. Robust Regression and Outlier Detection
Book by Annik Leroy and Peter Rousseeuw

25. The State of the Art in Intrusion Prevention and Detection
Book
Originally published: 2014

26. Applications of Data Mining in Computer Security
Book
Originally published: 31 May 2002

27. Finding Ghosts in Your Data: Anomaly Detection Techniques with Examples in Python
Kevin Feasel, 2022

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